How do I turn post engagement into sales conversations?

69%

of B2B buyers prefer to check AI-generated insights with a sales rep, in a Gartner survey of 645 buyers

Why do buyers still want a conversation?

Because research alone leaves questions only a person can answer. In a Gartner survey of 645 business buyers, published in 2026, 69 percent said they prefer to check AI-generated insights with a sales rep, even though 67 percent would rather buy without a rep. Gartner found reps remain buyers' most important source when they research a problem, choose a supplier and finalise a purchase.

In our view, that combination suits a founder who posts. Buyers do their own reading first, and when they want a human to test their thinking with, someone whose posts they already know is an easy person to ask. Engagement on your posts can be the first sign of that.

Who is worth starting a conversation with?

Start with the comments, then work through the reactions. A comment takes effort, and what someone writes tells you how they think about the problem. People who reacted are worth a look too, since everyone who engaged already knows your name, so run both groups through the same questions.

For each person who engaged, open their profile and ask a few plain questions. Do they work on the problem your post was about? Do they sit in a company that could buy from you? Have they engaged more than once? Someone who comments on several of your posts over a month is usually more interested than someone who reacted once.

Keep a short list as you go, with a line on what each person said. It makes your messages specific and stops you writing to the same person twice.

How do you start the conversation without pitching?

Reply to their comment in public first, and add something to it, such as a follow-up thought or a question. That keeps the exchange natural and shows you read what they wrote.

Then send a private message that picks up the thread. Mention their comment, say what you found interesting about it, and ask one question about how the problem looks on their side. Leave out your product, links and meeting requests. If you aren't connected yet, a short note on the connection request that refers to their comment does the same job.

Some people won't reply, and that is fine. One gentle follow-up is enough, and the post has done its work if they keep reading.

When does it become a sales conversation?

When they tell you about a problem you can help with. At that point ask a question or two about their situation, be honest about what you do and whether it suits them, then offer two specific times to talk it through rather than a booking link. Letting the conversation breathe first keeps the tone of a conversation between peers, not a sales sequence.

Make a note of the posts that start these conversations. Over a few months they show which topics bring in the people you want to talk to, and that should shape what you post next.